Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 21040 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 195 |
| Duplicate rows (%) | 0.9% |
| Total size in memory | 3.1 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 7 |
| Dataset has 195 (0.9%) duplicate rows | Duplicates |
latitude is highly overall correlated with zipcode | High correlation |
livingspace is highly overall correlated with price_display | High correlation |
longitude is highly overall correlated with zipcode | High correlation |
number_of_rooms is highly overall correlated with object_category and 2 other fields | High correlation |
object_category is highly overall correlated with number_of_rooms and 2 other fields | High correlation |
object_type is highly overall correlated with number_of_rooms and 1 other fields | High correlation |
price_display is highly overall correlated with livingspace and 2 other fields | High correlation |
price_display_type is highly overall correlated with price_unit | High correlation |
price_unit is highly overall correlated with price_display_type | High correlation |
year_built is highly overall correlated with year_renovated | High correlation |
year_renovated is highly overall correlated with year_built | High correlation |
zipcode is highly overall correlated with latitude and 1 other fields | High correlation |
price_display_type is highly imbalanced (73.1%) | Imbalance |
price_unit is highly imbalanced (88.1%) | Imbalance |
is_temporary is highly imbalanced (65.5%) | Imbalance |
is_selling_furniture is highly imbalanced (83.9%) | Imbalance |
reserved is highly imbalanced (99.6%) | Imbalance |
year_built is highly skewed (γ1 = 145.0373963) | Skewed |
livingspace is highly skewed (γ1 = 118.1720306) | Skewed |
object_category has 11592 (55.1%) zeros | Zeros |
number_of_rooms has 7649 (36.4%) zeros | Zeros |
floor has 7166 (34.1%) zeros | Zeros |
year_built has 249 (1.2%) zeros | Zeros |
year_renovated has 380 (1.8%) zeros | Zeros |
livingspace has 6099 (29.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-03 12:14:09.938362 |
|---|---|
| Analysis finished | 2024-07-03 12:14:42.992154 |
| Duration | 33.05 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
object_category
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2976236 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 11592 |
| Zeros (%) | 55.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.7356588 |
|---|---|
| Coefficient of variation (CV) | 1.1906471 |
| Kurtosis | -0.94958855 |
| Mean | 2.2976236 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.6524778 |
| Sum | 48342 |
| Variance | 7.4838291 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 11592 | |
| 5 | 3793 | 18.0% |
| 4 | 3366 | 16.0% |
| 8 | 1674 | 8.0% |
| 3 | 342 | 1.6% |
| 7 | 187 | 0.9% |
| 2 | 80 | 0.4% |
| 6 | 4 | < 0.1% |
| 1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11592 | |
| 1 | 2 | < 0.1% |
| 2 | 80 | 0.4% |
| 3 | 342 | 1.6% |
| 4 | 3366 | 16.0% |
| 5 | 3793 | 18.0% |
| 6 | 4 | < 0.1% |
| 7 | 187 | 0.9% |
| 8 | 1674 | 8.0% |
| Value | Count | Frequency (%) |
| 8 | 1674 | 8.0% |
| 7 | 187 | 0.9% |
| 6 | 4 | < 0.1% |
| 5 | 3793 | 18.0% |
| 4 | 3366 | 16.0% |
| 3 | 342 | 1.6% |
| 2 | 80 | 0.4% |
| 1 | 2 | < 0.1% |
| 0 | 11592 |
object_type
Real number (ℝ)
HIGH CORRELATION
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.403612 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 27 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 16 |
| Q3 | 37 |
| 95-th percentile | 48 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 18.134931 |
|---|---|
| Coefficient of variation (CV) | 0.93461625 |
| Kurtosis | -1.3785348 |
| Mean | 19.403612 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.40451101 |
| Sum | 408252 |
| Variance | 328.87573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 9501 | |
| 27 | 2267 | 10.8% |
| 37 | 1735 | 8.2% |
| 47 | 1674 | 8.0% |
| 25 | 1127 | 5.4% |
| 39 | 996 | 4.7% |
| 14 | 620 | 2.9% |
| 53 | 421 | 2.0% |
| 16 | 360 | 1.7% |
| 21 | 308 | 1.5% |
| Other values (49) | 2031 | 9.7% |
| Value | Count | Frequency (%) |
| 0 | 27 | 0.1% |
| 1 | 2 | < 0.1% |
| 2 | 9501 | |
| 3 | 12 | 0.1% |
| 4 | 39 | 0.2% |
| 5 | 7 | < 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 225 | 1.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58 | 13 | 0.1% |
| 57 | 21 | 0.1% |
| 56 | 4 | < 0.1% |
| 55 | 20 | 0.1% |
| 54 | 127 | 0.6% |
| 53 | 421 | |
| 52 | 1 | < 0.1% |
| 51 | 40 | 0.2% |
| 50 | 249 | |
| 49 | 105 | 0.5% |
price_display
Real number (ℝ)
HIGH CORRELATION
| Distinct | 2799 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1582.34 |
| Minimum | 1 |
|---|---|
| Maximum | 62539 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 80.95 |
| Q1 | 400 |
| median | 1460 |
| Q3 | 2140 |
| 95-th percentile | 3820.25 |
| Maximum | 62539 |
| Range | 62538 |
| Interquartile range (IQR) | 1740 |
Descriptive statistics
| Standard deviation | 1543.4116 |
|---|---|
| Coefficient of variation (CV) | 0.97539823 |
| Kurtosis | 142.98552 |
| Mean | 1582.34 |
| Median Absolute Deviation (MAD) | 810 |
| Skewness | 6.0743452 |
| Sum | 33292433 |
| Variance | 2382119.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120 | 452 | 2.1% |
| 130 | 380 | 1.8% |
| 150 | 367 | 1.7% |
| 100 | 256 | 1.2% |
| 50 | 220 | 1.0% |
| 140 | 218 | 1.0% |
| 110 | 187 | 0.9% |
| 1500 | 168 | 0.8% |
| 250 | 140 | 0.7% |
| 60 | 140 | 0.7% |
| Other values (2789) | 18512 |
| Value | Count | Frequency (%) |
| 1 | 6 | < 0.1% |
| 10 | 9 | < 0.1% |
| 15 | 6 | < 0.1% |
| 20 | 58 | |
| 21 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 25 | 32 | |
| 26 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 62539 | 1 | |
| 30000 | 1 | |
| 27155 | 1 | |
| 25000 | 1 | |
| 22665 | 1 | |
| 22000 | 1 | |
| 20500 | 1 | |
| 20000 | 1 | |
| 19390 | 1 | |
| 18493 | 1 |
price_display_type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 164.5 KiB |
| 1 | |
|---|---|
| 0 | 969 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21040 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 20071 | |
| 0 | 969 | 4.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 20071 | |
| 0 | 969 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 20071 | |
| 0 | 969 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20071 | |
| 0 | 969 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20071 | |
| 0 | 969 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20071 | |
| 0 | 969 | 4.6% |
price_unit
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 164.5 KiB |
| 1 | |
|---|---|
| 4 | 969 |
| 0 | 5 |
| 3 | 4 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21040 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 20061 | |
| 4 | 969 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 20061 | |
| 4 | 969 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 20061 | |
| 4 | 969 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20061 | |
| 4 | 969 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20061 | |
| 4 | 969 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 20061 | |
| 4 | 969 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
number_of_rooms
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9306321 |
| Minimum | 0 |
|---|---|
| Maximum | 10.5 |
| Zeros | 7649 |
| Zeros (%) | 36.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.5 |
| Q3 | 3.5 |
| 95-th percentile | 4.5 |
| Maximum | 10.5 |
| Range | 10.5 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 1.8400371 |
|---|---|
| Coefficient of variation (CV) | 0.95307492 |
| Kurtosis | -0.80014508 |
| Mean | 1.9306321 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 0.46796947 |
| Sum | 40620.5 |
| Variance | 3.3857364 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 7649 | |
| 3.5 | 2989 | 14.2% |
| 1 | 2448 | 11.6% |
| 4.5 | 2113 | 10.0% |
| 2.5 | 1978 | 9.4% |
| 3 | 1031 | 4.9% |
| 2 | 730 | 3.5% |
| 4 | 626 | 3.0% |
| 1.5 | 556 | 2.6% |
| 5.5 | 528 | 2.5% |
| Other values (10) | 392 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 7649 | |
| 1 | 2448 | 11.6% |
| 1.5 | 556 | 2.6% |
| 2 | 730 | 3.5% |
| 2.5 | 1978 | 9.4% |
| 3 | 1031 | 4.9% |
| 3.5 | 2989 | 14.2% |
| 4 | 626 | 3.0% |
| 4.5 | 2113 | 10.0% |
| 5 | 127 | 0.6% |
| Value | Count | Frequency (%) |
| 10.5 | 1 | < 0.1% |
| 10 | 7 | < 0.1% |
| 9 | 5 | < 0.1% |
| 8.5 | 12 | 0.1% |
| 8 | 13 | 0.1% |
| 7.5 | 37 | 0.2% |
| 7 | 24 | 0.1% |
| 6.5 | 109 | 0.5% |
| 6 | 57 | 0.3% |
| 5.5 | 528 |
floor
Real number (ℝ)
ZEROS
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2978137 |
| Minimum | -8 |
|---|---|
| Maximum | 31 |
| Zeros | 7166 |
| Zeros (%) | 34.1% |
| Negative | 2201 |
| Negative (%) | 10.5% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | -8 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 31 |
| Range | 39 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1021933 |
|---|---|
| Coefficient of variation (CV) | 1.6197959 |
| Kurtosis | 14.851073 |
| Mean | 1.2978137 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4243785 |
| Sum | 27306 |
| Variance | 4.4192167 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 7166 | |
| 1 | 3664 | |
| 2 | 3360 | |
| 3 | 2290 | 10.9% |
| -1 | 1792 | 8.5% |
| 4 | 1154 | 5.5% |
| 5 | 571 | 2.7% |
| -2 | 292 | 1.4% |
| 6 | 254 | 1.2% |
| 7 | 113 | 0.5% |
| Other values (23) | 384 | 1.8% |
| Value | Count | Frequency (%) |
| -8 | 1 | < 0.1% |
| -6 | 2 | < 0.1% |
| -5 | 6 | < 0.1% |
| -4 | 35 | 0.2% |
| -3 | 73 | 0.3% |
| -2 | 292 | 1.4% |
| -1 | 1792 | 8.5% |
| 0 | 7166 | |
| 1 | 3664 | |
| 2 | 3360 |
| Value | Count | Frequency (%) |
| 31 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 3 | < 0.1% |
| 23 | 3 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 2 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 7 | |
| 17 | 4 | |
| 16 | 8 |
is_furnished
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 164.5 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 63120 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18067 | |
| 1.0 | 2973 | 14.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18067 | |
| 1.0 | 2973 | 14.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 39107 | |
| . | 21040 | |
| 1 | 2973 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 39107 | |
| . | 21040 | |
| 1 | 2973 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 39107 | |
| . | 21040 | |
| 1 | 2973 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 39107 | |
| . | 21040 | |
| 1 | 2973 | 4.7% |
is_temporary
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 164.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1355 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 63120 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 19685 | |
| 1.0 | 1355 | 6.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 19685 | |
| 1.0 | 1355 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 40725 | |
| . | 21040 | |
| 1 | 1355 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40725 | |
| . | 21040 | |
| 1 | 1355 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40725 | |
| . | 21040 | |
| 1 | 1355 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40725 | |
| . | 21040 | |
| 1 | 1355 | 2.1% |
is_selling_furniture
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 164.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 495 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 63120 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 20545 | |
| 1.0 | 495 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 20545 | |
| 1.0 | 495 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41585 | |
| . | 21040 | |
| 1 | 495 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41585 | |
| . | 21040 | |
| 1 | 495 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41585 | |
| . | 21040 | |
| 1 | 495 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41585 | |
| . | 21040 | |
| 1 | 495 | 0.8% |
zipcode
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1758 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5562.6028 |
| Minimum | 1000 |
|---|---|
| Maximum | 9657 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1163 |
| Q1 | 3095 |
| median | 5430 |
| Q3 | 8152 |
| 95-th percentile | 9030 |
| Maximum | 9657 |
| Range | 8657 |
| Interquartile range (IQR) | 5057 |
Descriptive statistics
| Standard deviation | 2746.2653 |
|---|---|
| Coefficient of variation (CV) | 0.49370149 |
| Kurtosis | -1.4041526 |
| Mean | 5562.6028 |
| Median Absolute Deviation (MAD) | 2620 |
| Skewness | -0.16624892 |
| Sum | 1.1703716 × 108 |
| Variance | 7541972.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9000 | 438 | 2.1% |
| 1700 | 325 | 1.5% |
| 8050 | 280 | 1.3% |
| 2300 | 250 | 1.2% |
| 8004 | 245 | 1.2% |
| 8048 | 182 | 0.9% |
| 4052 | 180 | 0.9% |
| 8400 | 179 | 0.9% |
| 4123 | 159 | 0.8% |
| 8003 | 155 | 0.7% |
| Other values (1748) | 18647 |
| Value | Count | Frequency (%) |
| 1000 | 6 | < 0.1% |
| 1001 | 1 | < 0.1% |
| 1002 | 2 | < 0.1% |
| 1003 | 86 | |
| 1004 | 84 | |
| 1005 | 31 | 0.1% |
| 1006 | 45 | |
| 1007 | 70 | |
| 1008 | 50 | |
| 1009 | 43 |
| Value | Count | Frequency (%) |
| 9657 | 3 | < 0.1% |
| 9656 | 4 | < 0.1% |
| 9650 | 5 | < 0.1% |
| 9643 | 2 | < 0.1% |
| 9642 | 1 | < 0.1% |
| 9630 | 19 | |
| 9620 | 5 | < 0.1% |
| 9615 | 2 | < 0.1% |
| 9607 | 2 | < 0.1% |
| 9606 | 11 |
city
Real number (ℝ)
| Distinct | 2176 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1129.7682 |
| Minimum | 0 |
|---|---|
| Maximum | 2175 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 128 |
| Q1 | 505 |
| median | 1110 |
| Q3 | 1747 |
| 95-th percentile | 2083 |
| Maximum | 2175 |
| Range | 2175 |
| Interquartile range (IQR) | 1242 |
Descriptive statistics
| Standard deviation | 689.04751 |
|---|---|
| Coefficient of variation (CV) | 0.6099017 |
| Kurtosis | -1.347861 |
| Mean | 1129.7682 |
| Median Absolute Deviation (MAD) | 613 |
| Skewness | -0.056871878 |
| Sum | 23770322 |
| Variance | 474786.48 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2083 | 2005 | 9.5% |
| 147 | 962 | 4.6% |
| 1696 | 639 | 3.0% |
| 180 | 547 | 2.6% |
| 2072 | 470 | 2.2% |
| 984 | 454 | 2.2% |
| 2010 | 360 | 1.7% |
| 650 | 324 | 1.5% |
| 681 | 269 | 1.3% |
| 940 | 247 | 1.2% |
| Other values (2166) | 14763 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 7 | < 0.1% |
| 5 | 93 | |
| 6 | 19 | 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 27 | 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2175 | 1 | < 0.1% |
| 2174 | 1 | < 0.1% |
| 2173 | 11 | |
| 2172 | 16 | |
| 2171 | 1 | < 0.1% |
| 2170 | 1 | < 0.1% |
| 2169 | 1 | < 0.1% |
| 2168 | 1 | < 0.1% |
| 2167 | 1 | < 0.1% |
| 2166 | 1 | < 0.1% |
latitude
Real number (ℝ)
HIGH CORRELATION
| Distinct | 16405 |
|---|---|
| Distinct (%) | 78.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.159366 |
| Minimum | 45.826182 |
|---|---|
| Maximum | 47.793652 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 45.826182 |
|---|---|
| 5-th percentile | 46.214642 |
| Q1 | 46.957582 |
| median | 47.344902 |
| Q3 | 47.430402 |
| 95-th percentile | 47.559892 |
| Maximum | 47.793652 |
| Range | 1.96747 |
| Interquartile range (IQR) | 0.47282 |
Descriptive statistics
| Standard deviation | 0.40260647 |
|---|---|
| Coefficient of variation (CV) | 0.0085371477 |
| Kurtosis | 0.7002692 |
| Mean | 47.159366 |
| Median Absolute Deviation (MAD) | 0.169395 |
| Skewness | -1.2432827 |
| Sum | 992233.06 |
| Variance | 0.16209197 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46.77822161 | 27 | 0.1% |
| 47.11767161 | 24 | 0.1% |
| 46.0127616 | 23 | 0.1% |
| 47.43064161 | 22 | 0.1% |
| 47.4241816 | 21 | 0.1% |
| 47.1131916 | 20 | 0.1% |
| 46.23478161 | 18 | 0.1% |
| 47.21403161 | 15 | 0.1% |
| 47.1582316 | 14 | 0.1% |
| 47.44245161 | 14 | 0.1% |
| Other values (16395) | 20842 |
| Value | Count | Frequency (%) |
| 45.8261816 | 1 | < 0.1% |
| 45.8310216 | 1 | < 0.1% |
| 45.8322416 | 3 | |
| 45.8329516 | 2 | |
| 45.8332216 | 1 | < 0.1% |
| 45.83389161 | 2 | |
| 45.8353816 | 1 | < 0.1% |
| 45.8357516 | 1 | < 0.1% |
| 45.8379816 | 1 | < 0.1% |
| 45.83800161 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 47.79365161 | 1 | |
| 47.7680316 | 1 | |
| 47.7566216 | 1 | |
| 47.75052161 | 1 | |
| 47.75009161 | 1 | |
| 47.75003161 | 1 | |
| 47.7495116 | 1 | |
| 47.7469616 | 1 | |
| 47.74692161 | 1 | |
| 47.74690161 | 1 |
longitude
Real number (ℝ)
HIGH CORRELATION
| Distinct | 16748 |
|---|---|
| Distinct (%) | 79.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0237921 |
| Minimum | 5.9918812 |
|---|---|
| Maximum | 10.364311 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 5.9918812 |
|---|---|
| 5-th percentile | 6.5714497 |
| Q1 | 7.4626812 |
| median | 8.2036562 |
| Q3 | 8.5886087 |
| 95-th percentile | 9.3810212 |
| Maximum | 10.364311 |
| Range | 4.37243 |
| Interquartile range (IQR) | 1.1259275 |
Descriptive statistics
| Standard deviation | 0.84856367 |
|---|---|
| Coefficient of variation (CV) | 0.10575594 |
| Kurtosis | -0.64354106 |
| Mean | 8.0237921 |
| Median Absolute Deviation (MAD) | 0.609005 |
| Skewness | -0.28147813 |
| Sum | 168820.58 |
| Variance | 0.7200603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.840561235 | 37 | 0.2% |
| 7.156761234 | 27 | 0.1% |
| 8.96301124 | 23 | 0.1% |
| 9.383271235 | 22 | 0.1% |
| 8.558061235 | 21 | 0.1% |
| 7.301061235 | 20 | 0.1% |
| 6.124081239 | 18 | 0.1% |
| 7.785771235 | 15 | 0.1% |
| 9.392591235 | 13 | 0.1% |
| 8.521711235 | 13 | 0.1% |
| Other values (16738) | 20831 |
| Value | Count | Frequency (%) |
| 5.991881235 | 1 | |
| 5.993681235 | 1 | |
| 6.019591235 | 1 | |
| 6.019631235 | 1 | |
| 6.036691235 | 1 | |
| 6.049101235 | 1 | |
| 6.061721235 | 1 | |
| 6.062851235 | 1 | |
| 6.066581235 | 1 | |
| 6.067841235 | 1 |
| Value | Count | Frequency (%) |
| 10.36431123 | 1 | |
| 10.29604123 | 1 | |
| 10.09659123 | 1 | |
| 9.880551235 | 1 | |
| 9.875381235 | 1 | |
| 9.868861235 | 1 | |
| 9.833921236 | 1 | |
| 9.831621235 | 1 | |
| 9.824991235 | 1 | |
| 9.824821235 | 1 |
year_built
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 235 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4163.9292 |
| Minimum | 0 |
|---|---|
| Maximum | 19702024 |
| Zeros | 249 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1943 |
| Q1 | 1998 |
| median | 4111.237 |
| Q3 | 4111.237 |
| 95-th percentile | 4111.237 |
| Maximum | 19702024 |
| Range | 19702024 |
| Interquartile range (IQR) | 2113.237 |
Descriptive statistics
| Standard deviation | 135809.8 |
|---|---|
| Coefficient of variation (CV) | 32.61578 |
| Kurtosis | 21037.231 |
| Mean | 4163.9292 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 145.0374 |
| Sum | 87609070 |
| Variance | 1.8444302 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4111.23695 | 12536 | |
| 2024 | 365 | 1.7% |
| 0 | 249 | 1.2% |
| 2023 | 239 | 1.1% |
| 2022 | 188 | 0.9% |
| 2018 | 184 | 0.9% |
| 2017 | 176 | 0.8% |
| 1970 | 167 | 0.8% |
| 2019 | 163 | 0.8% |
| 2015 | 163 | 0.8% |
| Other values (225) | 6610 |
| Value | Count | Frequency (%) |
| 0 | 249 | |
| 6 | 2 | < 0.1% |
| 177 | 1 | < 0.1% |
| 199 | 1 | < 0.1% |
| 1250 | 1 | < 0.1% |
| 1255 | 1 | < 0.1% |
| 1300 | 1 | < 0.1% |
| 1350 | 1 | < 0.1% |
| 1369 | 1 | < 0.1% |
| 1400 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 19702024 | 1 | < 0.1% |
| 20220 | 1 | < 0.1% |
| 4111.23695 | 12536 | |
| 2997 | 1 | < 0.1% |
| 2026 | 9 | < 0.1% |
| 2025 | 32 | 0.2% |
| 2024 | 365 | 1.7% |
| 2023 | 239 | 1.1% |
| 2022 | 188 | 0.9% |
| 2021 | 157 | 0.7% |
year_renovated
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 171 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3113.0409 |
| Minimum | 0 |
|---|---|
| Maximum | 20220 |
| Zeros | 380 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1962 |
| Q1 | 2013 |
| median | 4111.237 |
| Q3 | 4111.237 |
| 95-th percentile | 4111.237 |
| Maximum | 20220 |
| Range | 20220 |
| Interquartile range (IQR) | 2098.237 |
Descriptive statistics
| Standard deviation | 1128.8373 |
|---|---|
| Coefficient of variation (CV) | 0.36261563 |
| Kurtosis | 1.3081468 |
| Mean | 3113.0409 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.26025361 |
| Sum | 65498380 |
| Variance | 1274273.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4111.23695 | 11442 | |
| 2024 | 910 | 4.3% |
| 2023 | 599 | 2.8% |
| 2022 | 438 | 2.1% |
| 0 | 380 | 1.8% |
| 2021 | 344 | 1.6% |
| 2020 | 329 | 1.6% |
| 2018 | 326 | 1.5% |
| 2017 | 321 | 1.5% |
| 2019 | 316 | 1.5% |
| Other values (161) | 5635 |
| Value | Count | Frequency (%) |
| 0 | 380 | |
| 6 | 2 | < 0.1% |
| 24 | 1 | < 0.1% |
| 1250 | 1 | < 0.1% |
| 1255 | 1 | < 0.1% |
| 1400 | 1 | < 0.1% |
| 1403 | 2 | < 0.1% |
| 1437 | 2 | < 0.1% |
| 1479 | 1 | < 0.1% |
| 1491 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20220 | 1 | < 0.1% |
| 4111.23695 | 11442 | |
| 2027 | 1 | < 0.1% |
| 2026 | 9 | < 0.1% |
| 2025 | 40 | 0.2% |
| 2024 | 910 | 4.3% |
| 2023 | 599 | 2.8% |
| 2022 | 438 | 2.1% |
| 2021 | 344 | 1.6% |
| 2020 | 329 | 1.6% |
moving_date_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 164.5 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 21040 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7447 | |
| 2 | 7401 | |
| 0 | 6192 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 7447 | |
| 2 | 7401 | |
| 0 | 6192 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7447 | |
| 2 | 7401 | |
| 0 | 6192 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7447 | |
| 2 | 7401 | |
| 0 | 6192 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7447 | |
| 2 | 7401 | |
| 0 | 6192 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7447 | |
| 2 | 7401 | |
| 0 | 6192 |
reserved
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 164.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 63120 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 21033 | |
| 1.0 | 7 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 21033 | |
| 1.0 | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 42073 | |
| . | 21040 | |
| 1 | 7 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42073 | |
| . | 21040 | |
| 1 | 7 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42073 | |
| . | 21040 | |
| 1 | 7 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 63120 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42073 | |
| . | 21040 | |
| 1 | 7 | < 0.1% |
livingspace
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 607 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.67847 |
| Minimum | 0 |
|---|---|
| Maximum | 90000 |
| Zeros | 6099 |
| Zeros (%) | 29.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 164.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 58 |
| Q3 | 94 |
| 95-th percentile | 196 |
| Maximum | 90000 |
| Range | 90000 |
| Interquartile range (IQR) | 94 |
Descriptive statistics
| Standard deviation | 668.49308 |
|---|---|
| Coefficient of variation (CV) | 8.2858919 |
| Kurtosis | 15633.205 |
| Mean | 80.67847 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | 118.17203 |
| Sum | 1697475 |
| Variance | 446883 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6099 | |
| 70 | 375 | 1.8% |
| 80 | 343 | 1.6% |
| 100 | 325 | 1.5% |
| 90 | 294 | 1.4% |
| 75 | 280 | 1.3% |
| 60 | 264 | 1.3% |
| 65 | 255 | 1.2% |
| 85 | 239 | 1.1% |
| 12 | 237 | 1.1% |
| Other values (597) | 12329 |
| Value | Count | Frequency (%) |
| 0 | 6099 | |
| 1 | 16 | 0.1% |
| 2 | 27 | 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 8 | < 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 14 | 0.1% |
| 7 | 16 | 0.1% |
| 8 | 28 | 0.1% |
| 9 | 21 | 0.1% |
| Value | Count | Frequency (%) |
| 90000 | 1 | |
| 23000 | 1 | |
| 11000 | 1 | |
| 8033 | 1 | |
| 8000 | 1 | |
| 6000 | 1 | |
| 5443 | 2 | |
| 3934 | 1 | |
| 3892 | 1 | |
| 3773 | 1 |
| city | floor | is_furnished | is_selling_furniture | is_temporary | latitude | livingspace | longitude | moving_date_type | number_of_rooms | object_category | object_type | price_display | price_display_type | price_unit | reserved | year_built | year_renovated | zipcode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| city | 1.000 | -0.013 | 0.188 | 0.061 | 0.169 | 0.048 | -0.059 | 0.296 | 0.060 | -0.047 | 0.068 | 0.058 | 0.037 | 0.027 | 0.011 | 0.000 | 0.054 | 0.052 | 0.307 |
| floor | -0.013 | 1.000 | 0.128 | 0.048 | 0.070 | 0.001 | 0.335 | -0.030 | 0.131 | 0.468 | -0.462 | -0.343 | 0.407 | 0.022 | 0.000 | 0.000 | 0.009 | 0.012 | -0.044 |
| is_furnished | 0.188 | 0.128 | 1.000 | 0.028 | 0.481 | 0.026 | -0.036 | 0.114 | 0.173 | 0.054 | 0.003 | 0.125 | 0.157 | 0.080 | 0.082 | 0.000 | 0.172 | 0.174 | 0.102 |
| is_selling_furniture | 0.061 | 0.048 | 0.028 | 1.000 | 0.007 | 0.009 | 0.007 | 0.035 | 0.069 | 0.036 | -0.010 | -0.031 | 0.035 | 0.014 | 0.044 | 0.000 | 0.055 | 0.041 | 0.036 |
| is_temporary | 0.169 | 0.070 | 0.481 | 0.007 | 1.000 | 0.039 | 0.015 | 0.077 | 0.155 | 0.061 | 0.007 | 0.037 | 0.070 | 0.027 | 0.028 | 0.000 | 0.135 | 0.137 | 0.084 |
| latitude | 0.048 | 0.001 | 0.026 | 0.009 | 0.039 | 1.000 | -0.009 | 0.458 | 0.079 | -0.019 | 0.045 | 0.019 | -0.044 | 0.025 | 0.017 | 0.000 | -0.014 | -0.018 | 0.540 |
| livingspace | -0.059 | 0.335 | -0.036 | 0.007 | 0.015 | -0.009 | 1.000 | -0.028 | 0.005 | 0.455 | -0.419 | -0.229 | 0.603 | 0.053 | 0.028 | 0.000 | -0.120 | -0.113 | -0.038 |
| longitude | 0.296 | -0.030 | 0.114 | 0.035 | 0.077 | 0.458 | -0.028 | 1.000 | 0.080 | -0.038 | 0.080 | 0.075 | -0.036 | 0.036 | 0.015 | 0.000 | 0.009 | 0.010 | 0.945 |
| moving_date_type | 0.060 | 0.131 | 0.173 | 0.069 | 0.155 | 0.079 | 0.005 | 0.080 | 1.000 | -0.040 | 0.079 | 0.020 | -0.138 | 0.122 | 0.086 | 0.017 | 0.007 | 0.004 | -0.029 |
| number_of_rooms | -0.047 | 0.468 | 0.054 | 0.036 | 0.061 | -0.019 | 0.455 | -0.038 | -0.040 | 1.000 | -0.747 | -0.631 | 0.634 | 0.227 | 0.113 | 0.006 | -0.065 | -0.065 | -0.046 |
| object_category | 0.068 | -0.462 | 0.003 | -0.010 | 0.007 | 0.045 | -0.419 | 0.080 | 0.079 | -0.747 | 1.000 | 0.795 | -0.650 | 0.493 | 0.247 | 0.000 | 0.060 | 0.062 | 0.103 |
| object_type | 0.058 | -0.343 | 0.125 | -0.031 | 0.037 | 0.019 | -0.229 | 0.075 | 0.020 | -0.631 | 0.795 | 1.000 | -0.405 | 0.343 | 0.174 | 0.000 | 0.105 | 0.114 | 0.088 |
| price_display | 0.037 | 0.407 | 0.157 | 0.035 | 0.070 | -0.044 | 0.603 | -0.036 | -0.138 | 0.634 | -0.650 | -0.405 | 1.000 | 0.018 | 0.000 | 0.000 | 0.001 | 0.006 | -0.044 |
| price_display_type | 0.027 | 0.022 | 0.080 | 0.014 | 0.027 | 0.025 | 0.053 | 0.036 | 0.122 | 0.227 | 0.493 | 0.343 | 0.018 | 1.000 | 1.000 | 0.000 | 0.045 | 0.047 | -0.022 |
| price_unit | 0.011 | 0.000 | 0.082 | 0.044 | 0.028 | 0.017 | 0.028 | 0.015 | 0.086 | 0.113 | 0.247 | 0.174 | 0.000 | 1.000 | 1.000 | 0.000 | -0.045 | -0.046 | 0.023 |
| reserved | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | -0.006 | -0.004 | -0.005 |
| year_built | 0.054 | 0.009 | 0.172 | 0.055 | 0.135 | -0.014 | -0.120 | 0.009 | 0.007 | -0.065 | 0.060 | 0.105 | 0.001 | 0.045 | -0.045 | -0.006 | 1.000 | 0.911 | 0.008 |
| year_renovated | 0.052 | 0.012 | 0.174 | 0.041 | 0.137 | -0.018 | -0.113 | 0.010 | 0.004 | -0.065 | 0.062 | 0.114 | 0.006 | 0.047 | -0.046 | -0.004 | 0.911 | 1.000 | 0.007 |
| zipcode | 0.307 | -0.044 | 0.102 | 0.036 | 0.084 | 0.540 | -0.038 | 0.945 | -0.029 | -0.046 | 0.103 | 0.088 | -0.044 | -0.022 | 0.023 | -0.005 | 0.008 | 0.007 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5 | 27 | 130.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5600 | 1013 | 47.384753 | 8.182750 | 4111.23695 | 4111.23695 | 0 | 0.0 | 0.0 |
| 1 | 4 | 4 | 2325.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8600 | 504 | 47.397886 | 8.600850 | 2018.00000 | 2018.00000 | 2 | 0.0 | 119.0 |
| 2 | 0 | 51 | 610.0 | 1 | 1 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 9008 | 1696 | 47.442430 | 9.392510 | 4111.23695 | 4111.23695 | 1 | 0.0 | 17.0 |
| 3 | 8 | 47 | 1350.0 | 1 | 1 | 1.0 | 5.0 | 1.0 | 1.0 | 0.0 | 8005 | 2083 | 47.389303 | 8.513200 | 2004.00000 | 2004.00000 | 1 | 0.0 | 18.0 |
| 4 | 0 | 2 | 2370.0 | 1 | 1 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 2000 | 1203 | 46.798803 | 6.855010 | 2004.00000 | 2004.00000 | 2 | 0.0 | 145.0 |
| 5 | 4 | 41 | 110.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8280 | 921 | 47.651983 | 9.170387 | 4111.23695 | 4111.23695 | 2 | 0.0 | 0.0 |
| 6 | 5 | 39 | 40.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4208 | 1249 | 47.393500 | 7.614562 | 4111.23695 | 4111.23695 | 2 | 0.0 | 0.0 |
| 7 | 4 | 41 | 95.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4632 | 1805 | 47.370160 | 7.914666 | 4111.23695 | 4111.23695 | 2 | 0.0 | 0.0 |
| 8 | 5 | 27 | 95.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4226 | 253 | 47.402291 | 7.544379 | 4111.23695 | 4111.23695 | 2 | 0.0 | 0.0 |
| 9 | 5 | 39 | 60.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5018 | 570 | 47.397901 | 8.016529 | 4111.23695 | 4111.23695 | 0 | 0.0 | 0.0 |
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21030 | 8 | 47 | 1100.0 | 1 | 1 | 1.0 | 2.0 | 0.0 | 1.0 | 0.0 | 8055 | 2083 | 47.371892 | 8.511351 | 4111.23695 | 4111.23695 | 1 | 0.0 | 0.0 |
| 21031 | 5 | 27 | 130.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8604 | 1913 | 47.406122 | 8.681111 | 4111.23695 | 4111.23695 | 2 | 0.0 | 0.0 |
| 21032 | 8 | 47 | 1137.0 | 1 | 1 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 8004 | 2083 | 47.380802 | 8.517321 | 1850.00000 | 2010.00000 | 2 | 0.0 | 105.0 |
| 21033 | 0 | 2 | 3270.0 | 1 | 1 | 3.5 | 2.0 | 1.0 | 0.0 | 0.0 | 8048 | 2072 | 47.384872 | 8.493651 | 2018.00000 | 2018.00000 | 1 | 0.0 | 102.0 |
| 21034 | 8 | 47 | 1390.0 | 1 | 1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8002 | 2083 | 47.364472 | 8.533621 | 4111.23695 | 4111.23695 | 2 | 0.0 | 0.0 |
| 21035 | 8 | 47 | 1290.0 | 1 | 1 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 8006 | 2083 | 47.389972 | 8.537591 | 1930.00000 | 2019.00000 | 2 | 0.0 | 16.0 |
| 21036 | 0 | 2 | 2500.0 | 1 | 1 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | 8302 | 913 | 47.444872 | 8.581141 | 1960.00000 | 2023.00000 | 1 | 0.0 | 74.0 |
| 21037 | 8 | 47 | 600.0 | 1 | 1 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2503 | 203 | 47.128942 | 7.260541 | 1942.00000 | 2008.00000 | 0 | 0.0 | 60.0 |
| 21038 | 0 | 2 | 1125.0 | 1 | 1 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 3065 | 235 | 46.973662 | 7.489331 | 2024.00000 | 2024.00000 | 0 | 0.0 | 27.0 |
| 21039 | 0 | 2 | 2050.0 | 1 | 1 | 3.5 | 2.0 | 0.0 | 0.0 | 0.0 | 8953 | 481 | 47.405812 | 8.403451 | 4111.23695 | 4111.23695 | 1 | 0.0 | 92.0 |
Most frequently occurring
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 140 | 5 | 27 | 250.0 | 1 | 1 | 0.0 | -2.0 | 0.0 | 0.0 | 0.0 | 1218 | 990 | 46.234782 | 6.124081 | 2012.00000 | 2012.00000 | 2 | 0.0 | 0.0 | 14 |
| 87 | 5 | 27 | 100.0 | 1 | 1 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 8718 | 1616 | 47.158232 | 9.072891 | 1989.00000 | 1989.00000 | 2 | 0.0 | 1.0 | 7 |
| 136 | 5 | 27 | 230.0 | 1 | 1 | 0.0 | -2.0 | 0.0 | 0.0 | 0.0 | 1203 | 681 | 46.205032 | 6.127951 | 2005.00000 | 2005.00000 | 2 | 0.0 | 0.0 | 7 |
| 77 | 5 | 16 | 40.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1022 | 368 | 46.533062 | 6.580471 | 1965.00000 | 2007.00000 | 2 | 0.0 | 0.0 | 6 |
| 78 | 5 | 16 | 40.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1022 | 368 | 46.533732 | 6.580701 | 1961.00000 | 2003.00000 | 2 | 0.0 | 0.0 | 6 |
| 88 | 5 | 27 | 100.0 | 1 | 1 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 8718 | 1616 | 47.158232 | 9.072891 | 1989.00000 | 1989.00000 | 2 | 0.0 | 14.0 | 6 |
| 155 | 5 | 39 | 85.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1400 | 2045 | 46.768562 | 6.641471 | 1973.00000 | 2010.00000 | 2 | 0.0 | 11.0 | 5 |
| 163 | 5 | 39 | 110.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2300 | 940 | 47.091442 | 6.812281 | 4111.23695 | 4111.23695 | 2 | 0.0 | 0.0 | 5 |
| 69 | 4 | 53 | 250.0 | 1 | 1 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 9220 | 227 | 47.497882 | 9.240801 | 0.00000 | 0.00000 | 2 | 0.0 | 6.0 | 4 |
| 141 | 5 | 27 | 250.0 | 1 | 1 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 1218 | 990 | 46.234782 | 6.124081 | 2012.00000 | 2012.00000 | 2 | 0.0 | 0.0 | 4 |